695_chatfield

Dataset statistics

Number of variables	13
Number of observations	235
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	24.0 KiB
Average record size in memory	104.5 B

Variable types

NUM	13

Reproduction

Analysis started	2020-08-25 00:59:18.370053
Analysis finished	2020-08-25 00:59:41.849715
Duration	23.48 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`col_3` is highly correlated with `col_2` and 1 other fields	High correlation
`col_2` is highly correlated with `col_3`	High correlation
`col_4` is highly correlated with `col_3`	High correlation
`col_6` is highly correlated with `col_5` and 2 other fields	High correlation
`col_5` is highly correlated with `col_6` and 1 other fields	High correlation
`col_7` is highly correlated with `col_6` and 2 other fields	High correlation
`col_8` is highly correlated with `col_5` and 3 other fields	High correlation
`col_9` is highly correlated with `col_7` and 2 other fields	High correlation
`col_10` is highly correlated with `col_9` and 2 other fields	High correlation
`col_11` is highly correlated with `col_10` and 2 other fields	High correlation
`col_12` is highly correlated with `col_10` and 2 other fields	High correlation
`target` is highly correlated with `col_11` and 1 other fields	High correlation
`col_1` has unique values	Unique
`col_2` has 8 (3.4%) zeros	Zeros
`col_3` has 6 (2.6%) zeros	Zeros
`col_4` has 5 (2.1%) zeros	Zeros
`col_5` has 7 (3.0%) zeros	Zeros
`col_6` has 7 (3.0%) zeros	Zeros
`col_7` has 7 (3.0%) zeros	Zeros
`col_8` has 3 (1.3%) zeros	Zeros
`col_9` has 5 (2.1%) zeros	Zeros
`col_10` has 5 (2.1%) zeros	Zeros
`col_11` has 3 (1.3%) zeros	Zeros
`col_12` has 5 (2.1%) zeros	Zeros
`target` has 6 (2.6%) zeros	Zeros

col_1
Real number (ℝ_≥0)

UNIQUE

Distinct count	235
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1866.0
Minimum	1749.0
Maximum	1983.0
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	1749
5-th percentile	1760.7
Q1	1807.5
median	1866
Q3	1924.5
95-th percentile	1971.3
Maximum	1983
Range	234
Interquartile range (IQR)	117

Descriptive statistics

Standard deviation	67.98284097
Coefficient of variation (CV)	0.03643239066
Kurtosis	-1.2
Mean	1866
Median Absolute Deviation (MAD)	59
Skewness	0
Sum	438510
Variance	4621.666667

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1973	1	0.4%
1898	1	0.4%
1858	1	0.4%
1838	1	0.4%
1853	1	0.4%
1834	1	0.4%
1814	1	0.4%
1807	1	0.4%
1938	1	0.4%
1934	1	0.4%
1885	1	0.4%
1930	1	0.4%
1926	1	0.4%
1783	1	0.4%
1870	1	0.4%
1833	1	0.4%
1937	1	0.4%
1842	1	0.4%
1774	1	0.4%
1767	1	0.4%
1826	1	0.4%
1782	1	0.4%
1753	1	0.4%
1754	1	0.4%
1979	1	0.4%
Other values (210)	210	89.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1749	1	0.4%
1750	1	0.4%
1751	1	0.4%
1752	1	0.4%
1753	1	0.4%
1754	1	0.4%
1755	1	0.4%
1756	1	0.4%
1757	1	0.4%
1758	1	0.4%

Value	Count	Frequency (%)
1983	1	0.4%
1982	1	0.4%
1981	1	0.4%
1980	1	0.4%
1979	1	0.4%
1978	1	0.4%
1977	1	0.4%
1976	1	0.4%
1975	1	0.4%
1974	1	0.4%

col_2
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	203
Unique (%)	86.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	49.111914900389124
Minimum	0.0
Maximum	217.3999938964844
Zeros	8
Zeros (%)	3.4%
Memory size	2.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.5
Q1	14.60000038
median	40.59999847
Q3	70
95-th percentile	135.6899979
Maximum	217.3999939
Range	217.3999939
Interquartile range (IQR)	55.39999962

Descriptive statistics

Standard deviation	42.89731861
Coefficient of variation (CV)	0.8734605175
Kurtosis	1.690859988
Mean	49.1119149
Median Absolute Deviation (MAD)	27.09999847
Skewness	1.277374742
Sum	11541.3
Variance	1840.179944

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	8	3.4%
70	3	1.3%
24	3	1.3%
45	3	1.3%
0.8000000119	2	0.9%
12.30000019	2	0.9%
36.40000153	2	0.9%
48.29999924	2	0.9%
45.29999924	2	0.9%
18.89999962	2	0.9%
31.60000038	2	0.9%
3.400000095	2	0.9%
38.70000076	2	0.9%
9.399999619	2	0.9%
11.30000019	2	0.9%
14.60000038	2	0.9%
0.200000003	2	0.9%
0.5	2	0.9%
39	2	0.9%
114	2	0.9%
12	2	0.9%
19.20000076	2	0.9%
58	2	0.9%
8.100000381	1	0.4%
62.59999847	1	0.4%
Other values (178)	178	75.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8	3.4%
0.200000003	2	0.9%
0.3000000119	1	0.4%
0.5	2	0.9%
0.8000000119	2	0.9%
1.600000024	1	0.4%
2	1	0.4%
2.299999952	1	0.4%
2.799999952	1	0.4%
3.299999952	1	0.4%

Value	Count	Frequency (%)
217.3999939	1	0.4%
202.5	1	0.4%
188	1	0.4%
177.3000031	1	0.4%
166.6000061	1	0.4%
165	1	0.4%
159.6000061	1	0.4%
159.1000061	1	0.4%
156.6999969	1	0.4%
146.3000031	1	0.4%

col_3
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	211
Unique (%)	89.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	51.17489381622761
Minimum	0.0
Maximum	182.3000030517578
Zeros	6
Zeros (%)	2.6%
Memory size	2.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1.319999993
Q1	15.6500001
median	44
Q3	74.5
95-th percentile	129.4999969
Maximum	182.3000031
Range	182.3000031
Interquartile range (IQR)	58.8499999

Descriptive statistics

Standard deviation	41.85909544
Coefficient of variation (CV)	0.8179615495
Kurtosis	0.1615872448
Mean	51.17489382
Median Absolute Deviation (MAD)	29.10000038
Skewness	0.8827122132
Sum	12026.10005
Variance	1752.183871

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	6	2.6%
22.20000076	3	1.3%
64.19999695	2	0.9%
93.59999847	2	0.9%
42.90000153	2	0.9%
4.300000191	2	0.9%
24.39999962	2	0.9%
8	2	0.9%
0.6000000238	2	0.9%
24.5	2	0.9%
29	2	0.9%
106	2	0.9%
7.099999905	2	0.9%
26	2	0.9%
51	2	0.9%
44	2	0.9%
125.3000031	2	0.9%
0.5	2	0.9%
9.199999809	2	0.9%
86.90000153	1	0.4%
14.89999962	1	0.4%
4.199999809	1	0.4%
47.59999847	1	0.4%
44.09999847	1	0.4%
50.09999847	1	0.4%
Other values (186)	186	79.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6	2.6%
0.5	2	0.9%
0.6000000238	2	0.9%
0.6999999881	1	0.4%
0.8999999762	1	0.4%
1.5	1	0.4%
1.899999976	1	0.4%
2.400000095	1	0.4%
2.599999905	1	0.4%
2.900000095	1	0.4%

Value	Count	Frequency (%)
182.3000031	1	0.4%
175.6000061	1	0.4%
165.6999969	1	0.4%
164.8999939	1	0.4%
163.6000061	1	0.4%
155	1	0.4%
143.1000061	1	0.4%
142.5	1	0.4%
141.3000031	1	0.4%
137.5	1	0.4%

col_4
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	209
Unique (%)	88.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	50.04085110184994
Minimum	0.0
Maximum	190.6999969482422
Zeros	5
Zeros (%)	2.1%
Memory size	2.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1.869999969
Q1	14.79999971
median	45.59999847
Q3	72.25
95-th percentile	134.8700043
Maximum	190.6999969
Range	190.6999969
Interquartile range (IQR)	57.45000029

Descriptive statistics

Standard deviation	40.68973213
Coefficient of variation (CV)	0.8131302972
Kurtosis	0.5884392152
Mean	50.0408511
Median Absolute Deviation (MAD)	29.09999847
Skewness	0.9534677883
Sum	11759.60001
Variance	1655.654301

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	5	2.1%
7.800000191	3	1.3%
45.70000076	2	0.9%
21.70000076	2	0.9%
26.20000076	2	0.9%
30	2	0.9%
5.699999809	2	0.9%
66.5	2	0.9%
55.5	2	0.9%
4.5	2	0.9%
12.39999962	2	0.9%
26.70000076	2	0.9%
11	2	0.9%
53	2	0.9%
60.70000076	2	0.9%
4.900000095	2	0.9%
64.59999847	2	0.9%
94.80000305	2	0.9%
46.40000153	2	0.9%
66.30000305	2	0.9%
11.69999981	2	0.9%
80.09999847	2	0.9%
13.89999962	1	0.4%
29.70000076	1	0.4%
77.69999695	1	0.4%
Other values (184)	184	78.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5	2.1%
0.400000006	1	0.4%
0.5	1	0.4%
0.6000000238	1	0.4%
0.6999999881	1	0.4%
0.8999999762	1	0.4%
1.700000048	1	0.4%
1.799999952	1	0.4%
1.899999976	1	0.4%
3.099999905	1	0.4%

Value	Count	Frequency (%)
190.6999969	1	0.4%
185.6999969	1	0.4%
159.3999939	1	0.4%
157.5	1	0.4%
157.3999939	1	0.4%
153.8000031	1	0.4%
143.3000031	1	0.4%
143.1999969	1	0.4%
140.8000031	1	0.4%
138	1	0.4%

col_5
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	202
Unique (%)	86.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	51.002978531509
Minimum	0.0
Maximum	196.0
Zeros	7
Zeros (%)	3.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1.54000001
Q1	16.55000019
median	41
Q3	75.29999924
95-th percentile	143.5299957
Maximum	196
Range	196
Interquartile range (IQR)	58.74999905

Descriptive statistics

Standard deviation	42.73194942
Coefficient of variation (CV)	0.8378324295
Kurtosis	0.7105406595
Mean	51.00297853
Median Absolute Deviation (MAD)	28.19999695
Skewness	1.051428376
Sum	11985.69995
Variance	1826.019501

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	7	3.0%
5.099999905	3	1.3%
32.90000153	3	1.3%
11.30000019	3	1.3%
31	2	0.9%
122	2	0.9%
71.80000305	2	0.9%
32	2	0.9%
11.19999981	2	0.9%
29.10000038	2	0.9%
31.70000076	2	0.9%
23.79999924	2	0.9%
8.399999619	2	0.9%
75.69999695	2	0.9%
26.39999962	2	0.9%
26.10000038	2	0.9%
41	2	0.9%
95	2	0.9%
6.5	2	0.9%
145	2	0.9%
60.70000076	2	0.9%
26.89999962	2	0.9%
43.79999924	2	0.9%
19.39999962	2	0.9%
107.0999985	2	0.9%
Other values (177)	177	75.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7	3.0%
0.1000000015	1	0.4%
0.3000000119	1	0.4%
0.8999999762	1	0.4%
1.100000024	1	0.4%
1.399999976	1	0.4%
1.600000024	1	0.4%
1.799999952	1	0.4%
2.299999952	1	0.4%
2.5	1	0.4%

Value	Count	Frequency (%)
196	1	0.4%
189.6999969	1	0.4%
175.1999969	1	0.4%
164.1000061	1	0.4%
163.3000031	1	0.4%
162.3999939	1	0.4%
160	1	0.4%
156.3999939	1	0.4%
149.8000031	1	0.4%
147	1	0.4%

col_6
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	207
Unique (%)	88.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	52.47829770864325
Minimum	0.0
Maximum	238.8999938964844
Zeros	7
Zeros (%)	3.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	0
5-th percentile	2.280000067
Q1	19.65000057
median	41.29999924
Q3	76.79999924
95-th percentile	136.9000061
Maximum	238.8999939
Range	238.8999939
Interquartile range (IQR)	57.14999866

Descriptive statistics

Standard deviation	45.08715565
Coefficient of variation (CV)	0.8591581209
Kurtosis	1.33575209
Mean	52.47829771
Median Absolute Deviation (MAD)	28.39999962
Skewness	1.188245749
Sum	12332.39996
Variance	2032.851605

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	7	3.0%
44.29999924	3	1.3%
9	2	0.9%
39.5	2	0.9%
107.1999969	2	0.9%
12.89999962	2	0.9%
67.5	2	0.9%
21.20000076	2	0.9%
5.800000191	2	0.9%
127.5	2	0.9%
41.09999847	2	0.9%
20	2	0.9%
38.09999847	2	0.9%
2.400000095	2	0.9%
22.20000076	2	0.9%
3.200000048	2	0.9%
20.70000076	2	0.9%
106.1999969	2	0.9%
53.79999924	2	0.9%
36	2	0.9%
12.5	2	0.9%
2.799999952	2	0.9%
57.5	1	0.4%
15.39999962	1	0.4%
25	1	0.4%
Other values (182)	182	77.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7	3.0%
0.8000000119	1	0.4%
1	1	0.4%
1.5	1	0.4%
1.700000048	1	0.4%
2	1	0.4%
2.400000095	2	0.9%
2.5	1	0.4%
2.799999952	2	0.9%
2.900000095	1	0.4%

Value	Count	Frequency (%)
238.8999939	1	0.4%
201.3000031	1	0.4%
179.8999939	1	0.4%
176	1	0.4%
175.3000031	1	0.4%
174	1	0.4%
172	1	0.4%
164.6000061	1	0.4%
152.6999969	1	0.4%
145.5	1	0.4%

col_7
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	205
Unique (%)	87.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	51.54936172385165
Minimum	0.0
Maximum	200.6999969482422
Zeros	7
Zeros (%)	3.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1.469999993
Q1	15.54999971
median	40.5
Q3	80.94999695
95-th percentile	126.3799988
Maximum	200.6999969
Range	200.6999969
Interquartile range (IQR)	65.39999723

Descriptive statistics

Standard deviation	42.51301897
Coefficient of variation (CV)	0.8247050506
Kurtosis	0.4801739821
Mean	51.54936172
Median Absolute Deviation (MAD)	29.10000038
Skewness	0.9551033566
Sum	12114.10001
Variance	1807.356782

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	7	3.0%
11.39999962	3	1.3%
77.40000153	2	0.9%
63.20000076	2	0.9%
70	2	0.9%
5	2	0.9%
36.40000153	2	0.9%
40	2	0.9%
12.30000019	2	0.9%
31.70000076	2	0.9%
36	2	0.9%
26.70000076	2	0.9%
1.299999952	2	0.9%
20.5	2	0.9%
48.29999924	2	0.9%
5.800000191	2	0.9%
65.09999847	2	0.9%
31.10000038	2	0.9%
6.699999809	2	0.9%
6.400000095	2	0.9%
9.100000381	2	0.9%
88	2	0.9%
73.5	2	0.9%
49	2	0.9%
55.90000153	1	0.4%
Other values (180)	180	76.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7	3.0%
0.200000003	1	0.4%
1	1	0.4%
1.299999952	2	0.9%
1.399999976	1	0.4%
1.5	1	0.4%
1.600000024	1	0.4%
1.799999952	1	0.4%
2.200000048	1	0.4%
3	1	0.4%

Value	Count	Frequency (%)
200.6999969	1	0.4%
171.6000061	1	0.4%
171.5	1	0.4%
168.6999969	1	0.4%
167.8000031	1	0.4%
163.8999939	1	0.4%
158	1	0.4%
157.3000031	1	0.4%
154.1999969	1	0.4%
149.5	1	0.4%

col_8
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	215
Unique (%)	91.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	51.46553187677835
Minimum	0.0
Maximum	191.3999938964844
Zeros	3
Zeros (%)	1.3%
Memory size	2.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1.490000033
Q1	16.29999971
median	41.90000153
Q3	76.85000229
95-th percentile	141.7099991
Maximum	191.3999939
Range	191.3999939
Interquartile range (IQR)	60.55000257

Descriptive statistics

Standard deviation	43.5278842
Coefficient of variation (CV)	0.8457676936
Kurtosis	0.2392923199
Mean	51.46553188
Median Absolute Deviation (MAD)	29.20000172
Skewness	0.9401638737
Sum	12094.39999
Variance	1894.676703

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
21.89999962	3	1.3%
0	3	1.3%
9.300000191	2	0.9%
66.90000153	2	0.9%
3.5	2	0.9%
116.6999969	2	0.9%
52.29999924	2	0.9%
5	2	0.9%
78	2	0.9%
0.5	2	0.9%
8.600000381	2	0.9%
50	2	0.9%
22.20000076	2	0.9%
70.19999695	2	0.9%
30	2	0.9%
56.70000076	2	0.9%
3.099999905	2	0.9%
1	2	0.9%
54.70000076	1	0.4%
67.69999695	1	0.4%
108.1999969	1	0.4%
39.09999847	1	0.4%
2.099999905	1	0.4%
37.59999847	1	0.4%
0.1000000015	1	0.4%
Other values (190)	190	80.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3	1.3%
0.1000000015	1	0.4%
0.3000000119	1	0.4%
0.400000006	1	0.4%
0.5	2	0.9%
0.6999999881	1	0.4%
0.8999999762	1	0.4%
1	2	0.9%
1.700000048	1	0.4%
1.899999976	1	0.4%

Value	Count	Frequency (%)
191.3999939	1	0.4%
187.1999969	1	0.4%
165.3000031	1	0.4%
162.8000031	1	0.4%
159.3999939	1	0.4%
157.8999939	1	0.4%
153	1	0.4%
149.6000061	1	0.4%
145.1000061	1	0.4%
143.8000031	1	0.4%

col_9
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	202
Unique (%)	86.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	52.06510648644985
Minimum	0.0
Maximum	200.1999969482422
Zeros	5
Zeros (%)	2.1%
Memory size	2.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1.469999993
Q1	16.55000019
median	40.70000076
Q3	73.70000076
95-th percentile	138.3899979
Maximum	200.1999969
Range	200.1999969
Interquartile range (IQR)	57.15000057

Descriptive statistics

Standard deviation	44.75650153
Coefficient of variation (CV)	0.85962566
Kurtosis	0.5248324911
Mean	52.06510649
Median Absolute Deviation (MAD)	28.00000095
Skewness	1.025068565
Sum	12235.30002
Variance	2003.144429

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	5	2.1%
0.200000003	3	1.3%
4	3	1.3%
103	2	0.9%
2.299999952	2	0.9%
29.29999924	2	0.9%
54.90000153	2	0.9%
16.89999962	2	0.9%
61.29999924	2	0.9%
54.79999924	2	0.9%
25.89999962	2	0.9%
30.10000038	2	0.9%
21.79999924	2	0.9%
107.1999969	2	0.9%
8.899999619	2	0.9%
61.59999847	2	0.9%
33.20000076	2	0.9%
8.399999619	2	0.9%
39.70000076	2	0.9%
50	2	0.9%
38.70000076	2	0.9%
48.09999847	2	0.9%
112	2	0.9%
12.69999981	2	0.9%
60	2	0.9%
Other values (177)	180	76.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5	2.1%
0.200000003	3	1.3%
0.3000000119	1	0.4%
0.5	1	0.4%
1	1	0.4%
1.399999976	1	0.4%
1.5	1	0.4%
2.099999905	1	0.4%
2.299999952	2	0.9%
2.799999952	1	0.4%

Value	Count	Frequency (%)
200.1999969	1	0.4%
199.6000061	1	0.4%
188.8000031	1	0.4%
169.6000061	1	0.4%
158.6999969	1	0.4%
158	1	0.4%
157.8999939	1	0.4%
154.5	1	0.4%
153.8000031	1	0.4%
142.1999969	1	0.4%

col_10
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	200
Unique (%)	85.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	52.28170197276359
Minimum	0.0
Maximum	235.8000030517578
Zeros	5
Zeros (%)	2.1%
Memory size	2.0 KiB

Quantile statistics

Minimum	0
5-th percentile	2.960000062
Q1	14.5999999
median	42.70000076
Q3	77
95-th percentile	145.2299988
Maximum	235.8000031
Range	235.8000031
Interquartile range (IQR)	62.4000001

Descriptive statistics

Standard deviation	45.76395522
Coefficient of variation (CV)	0.8753340746
Kurtosis	1.182353324
Mean	52.28170197
Median Absolute Deviation (MAD)	30.89999771
Skewness	1.164901779
Sum	12286.19996
Variance	2094.339597

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	5	2.1%
4	3	1.3%
2.400000095	3	1.3%
24	2	0.9%
11.5	2	0.9%
33.5	2	0.9%
17.20000076	2	0.9%
79.90000153	2	0.9%
5.199999809	2	0.9%
65.90000153	2	0.9%
8.199999809	2	0.9%
50.20000076	2	0.9%
11.10000038	2	0.9%
38.79999924	2	0.9%
4.400000095	2	0.9%
5.699999809	2	0.9%
51.29999924	2	0.9%
28.20000076	2	0.9%
100.6999969	2	0.9%
13.5	2	0.9%
17.79999924	2	0.9%
16	2	0.9%
28	2	0.9%
61.29999924	2	0.9%
93.69999695	2	0.9%
Other values (175)	180	76.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5	2.1%
0.400000006	1	0.4%
0.6000000238	1	0.4%
1.200000048	1	0.4%
1.5	1	0.4%
2.400000095	3	1.3%
3.200000048	1	0.4%
4	3	1.3%
4.199999809	1	0.4%
4.300000191	1	0.4%

Value	Count	Frequency (%)
235.8000031	1	0.4%
201.1999969	1	0.4%
188.3999939	1	0.4%
173.1999969	1	0.4%
171.6999969	1	0.4%
169.3999939	1	0.4%
167.3000031	1	0.4%
161.1999969	1	0.4%
157.3000031	1	0.4%
155	1	0.4%

col_11
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	207
Unique (%)	88.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	51.86468073370609
Minimum	0.0
Maximum	253.8000030517578
Zeros	3
Zeros (%)	1.3%
Memory size	2.0 KiB

Quantile statistics

Minimum	0
5-th percentile	3.840000081
Q1	16.59999943
median	43.79999924
Q3	71.5
95-th percentile	143.3199982
Maximum	253.8000031
Range	253.8000031
Interquartile range (IQR)	54.90000057

Descriptive statistics

Standard deviation	43.98236207
Coefficient of variation (CV)	0.848021456
Kurtosis	2.033520559
Mean	51.86468073
Median Absolute Deviation (MAD)	27.70000076
Skewness	1.30738695
Sum	12188.19997
Variance	1934.448173

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
14.30000019	3	1.3%
57.20000076	3	1.3%
0	3	1.3%
8	3	1.3%
75.5	2	0.9%
12.30000019	2	0.9%
23.20000076	2	0.9%
12.69999981	2	0.9%
6.099999905	2	0.9%
25.60000038	2	0.9%
46.29999924	2	0.9%
50.59999847	2	0.9%
71.5	2	0.9%
89	2	0.9%
34.40000153	2	0.9%
8.199999809	2	0.9%
28.5	2	0.9%
61.40000153	2	0.9%
2.099999905	2	0.9%
37.70000076	2	0.9%
90.80000305	2	0.9%
61.70000076	2	0.9%
14	2	0.9%
4.599999905	2	0.9%
38.09999847	1	0.4%
Other values (182)	182	77.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3	1.3%
0.400000006	1	0.4%
1.100000024	1	0.4%
1.5	1	0.4%
2.099999905	2	0.9%
2.599999905	1	0.4%
3	1	0.4%
3.099999905	1	0.4%
3.700000048	1	0.4%
3.900000095	1	0.4%

Value	Count	Frequency (%)
253.8000031	1	0.4%
186.1999969	1	0.4%
181.5	1	0.4%
180.3999939	1	0.4%
164.6999969	1	0.4%
163.6000061	1	0.4%
162.3999939	1	0.4%
158.1999969	1	0.4%
157	1	0.4%
156.3000031	1	0.4%

col_12
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	209
Unique (%)	88.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	50.64170205497995
Minimum	0.0
Maximum	210.8999938964844
Zeros	5
Zeros (%)	2.1%
Memory size	2.0 KiB

Quantile statistics

Minimum	0
5-th percentile	2.29999994
Q1	14.75
median	40.5
Q3	68.45000076
95-th percentile	139.6799957
Maximum	210.8999939
Range	210.8999939
Interquartile range (IQR)	53.70000076

Descriptive statistics

Standard deviation	43.13203793
Coefficient of variation (CV)	0.8517098791
Kurtosis	0.9163807734
Mean	50.64170205
Median Absolute Deviation (MAD)	26.69999695
Skewness	1.101421799
Sum	11900.79998
Variance	1860.372696

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	5	2.1%
54.79999924	3	1.3%
25	3	1.3%
33.29999924	2	0.9%
8.399999619	2	0.9%
10.69999981	2	0.9%
54.29999924	2	0.9%
28.89999962	2	0.9%
17.70000076	2	0.9%
38	2	0.9%
30.70000076	2	0.9%
7.900000095	2	0.9%
77.40000153	2	0.9%
14.5	2	0.9%
10.5	2	0.9%
57	2	0.9%
99.69999695	2	0.9%
7.400000095	2	0.9%
17	2	0.9%
67	2	0.9%
97.90000153	2	0.9%
115.4000015	1	0.4%
2.599999905	1	0.4%
74.40000153	1	0.4%
50.90000153	1	0.4%
Other values (184)	184	78.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5	2.1%
0.200000003	1	0.4%
0.3000000119	1	0.4%
0.6000000238	1	0.4%
0.6999999881	1	0.4%
0.8000000119	1	0.4%
1.100000024	1	0.4%
1.600000024	1	0.4%
2.599999905	1	0.4%
2.700000048	1	0.4%

Value	Count	Frequency (%)
210.8999939	1	0.4%
201.3000031	1	0.4%
183.3000031	1	0.4%
158.6000061	1	0.4%
152.3000031	1	0.4%
150.3000031	1	0.4%
148.1000061	1	0.4%
147.8999939	1	0.4%
147.5	1	0.4%
146	1	0.4%

target
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	211
Unique (%)	89.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	51.51446809844768
Minimum	0.0
Maximum	239.3999938964844
Zeros	6
Zeros (%)	2.6%
Memory size	2.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1.380000007
Q1	17.25
median	41.20000076
Q3	74.70000076
95-th percentile	131.65
Maximum	239.3999939
Range	239.3999939
Interquartile range (IQR)	57.45000076

Descriptive statistics

Standard deviation	45.06595793
Coefficient of variation (CV)	0.8748213772
Kurtosis	1.734200182
Mean	51.5144681
Median Absolute Deviation (MAD)	26.89999771
Skewness	1.296485066
Sum	12105.9
Variance	2030.940564

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	6	2.6%
40	3	1.3%
60	3	1.3%
6.699999809	3	1.3%
9.899999619	3	1.3%
28.39999962	2	0.9%
1.100000024	2	0.9%
0.3000000119	2	0.9%
7.800000191	2	0.9%
25.79999924	2	0.9%
47.29999924	2	0.9%
29.89999962	2	0.9%
10.5	2	0.9%
34.5	2	0.9%
7.199999809	2	0.9%
43.20000076	2	0.9%
46.09999847	1	0.4%
70.40000153	1	0.4%
159.8999939	1	0.4%
112.6999969	1	0.4%
45.20000076	1	0.4%
83.5	1	0.4%
95.69999695	1	0.4%
25.70000076	1	0.4%
192.1000061	1	0.4%
Other values (186)	186	79.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6	2.6%
0.3000000119	2	0.9%
0.5	1	0.4%
0.8000000119	1	0.4%
1.100000024	2	0.9%
1.5	1	0.4%
2.200000048	1	0.4%
2.299999952	1	0.4%
2.5	1	0.4%
2.799999952	1	0.4%

Value	Count	Frequency (%)
239.3999939	1	0.4%
206.1999969	1	0.4%
192.1000061	1	0.4%
187.6000061	1	0.4%
176.3000031	1	0.4%
174.3999939	1	0.4%
174	1	0.4%
159.8999939	1	0.4%
157.3000031	1	0.4%
150.1000061	1	0.4%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	col_1	col_2	col_3	col_4	col_5	col_6	col_7	col_8	col_9	col_10	col_11	col_12	target
0	1749.0	58.000000	62.599998	70.000000	55.700001	85.000000	83.500000	94.800003	66.300003	75.900002	75.500000	158.600006	85.199997
1	1750.0	73.300003	75.900002	89.199997	88.300003	90.000000	100.000000	85.400002	103.000000	91.199997	65.699997	63.299999	75.400002
2	1751.0	70.000000	43.500000	45.299999	56.400002	60.700001	50.700001	66.300003	59.799999	23.500000	23.200001	28.500000	44.000000
3	1752.0	35.000000	50.000000	71.000000	59.299999	59.700001	39.599998	78.400002	29.299999	27.100000	46.599998	37.599998	40.000000
4	1753.0	44.000000	32.000000	45.700001	38.000000	36.000000	31.700001	22.200001	39.000000	28.000000	25.000000	20.000000	6.700000
5	1754.0	0.000000	3.000000	1.700000	13.700000	20.700001	26.700001	18.799999	12.300000	8.200000	24.100000	13.200000	4.200000
6	1755.0	10.200000	11.200000	6.800000	6.500000	0.000000	0.000000	8.600000	3.200000	17.799999	23.700001	6.800000	20.000000
7	1756.0	12.500000	7.100000	5.400000	9.400000	12.500000	12.900000	3.600000	6.400000	11.800000	14.300000	17.000000	9.400000
8	1757.0	14.100000	21.200001	26.200001	30.000000	38.099998	12.800000	25.000000	51.299999	39.700001	32.500000	64.699997	33.500000
9	1758.0	37.599998	52.000000	49.000000	72.300003	46.400002	45.000000	44.000000	38.700001	62.500000	37.700001	43.000000	43.000000

Last rows

	col_1	col_2	col_3	col_4	col_5	col_6	col_7	col_8	col_9	col_10	col_11	col_12	target
225	1974.0	27.600000	26.000000	21.299999	40.299999	39.500000	36.000000	55.799999	33.599998	40.200001	47.099998	25.000000	20.500000
226	1975.0	18.900000	11.500000	11.500000	5.100000	9.000000	11.400000	28.200001	39.700001	13.900000	9.100000	19.400000	7.800000
227	1976.0	8.100000	4.300000	21.900000	18.799999	12.400000	12.200000	1.900000	16.400000	13.500000	20.600000	5.200000	15.300000
228	1977.0	16.400000	23.100000	8.700000	12.900000	18.600000	38.500000	21.400000	30.100000	44.000000	43.799999	29.100000	43.200001
229	1978.0	51.900002	93.599998	76.500000	99.699997	82.699997	95.099998	70.400002	58.099998	138.199997	125.099998	97.900002	122.699997
230	1979.0	166.600006	137.500000	138.000000	101.500000	134.399994	149.500000	159.399994	142.199997	188.399994	186.199997	183.300003	176.300003
231	1980.0	159.600006	155.000000	126.199997	164.100006	179.899994	157.300003	136.300003	135.399994	155.000000	164.699997	147.899994	174.399994
232	1981.0	114.000000	141.300003	135.500000	156.399994	127.500000	90.000000	143.800003	158.699997	167.300003	162.399994	137.500000	150.100006
233	1982.0	111.199997	163.600006	153.800003	122.000000	82.199997	110.400002	106.099998	107.599998	118.800003	94.699997	98.099998	127.000000
234	1983.0	84.300003	51.000000	66.500000	80.699997	99.199997	91.099998	82.199997	71.800003	50.299999	55.799999	33.299999	33.400002

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows